No. The rail network is reached by bus: the A1 Flyer connects the airport with Bristol Temple Meads (and the A3 with Worle station, near Weston). GWR and Trainline sell combined rail-and-bus tickets — pick «Bristol Airport (A1 Bristol)» as your station — and there is a rail ticket machine on the Arrivals concourse.